| Paper | Code | Top-5 Accuracy (%) | ModelName | ReleaseDate |
|---|---|---|---|---|
| KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles | ✓ Link | 71.48 | KGTN-ens (ResNet-50, h+g, max) | 2022-11-06 |
| Knowledge Graph Transfer Network for Few-Shot Recognition | ✓ Link | 70.9 | KGTN (ResNet-50) | 2019-11-21 |
| Model-Agnostic Graph Regularization for Few-Shot Learning | 70.3 | SGM + Graph (ResNet-50) | 2021-02-14 | |
| Image Deformation Meta-Networks for One-Shot Learning | ✓ Link | 69.6 | IDeMe-Net (ResNet-50) | 2019-05-28 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | ✓ Link | 67.3 | KTCH (ResNet-50) | 2022-10-13 |
| Low-shot Visual Recognition by Shrinking and Hallucinating Features | ✓ Link | 67.0 | SGM (ResNet-50) | 2016-06-09 |
| Low-shot learning with large-scale diffusion | ✓ Link | 66.9 | LSD (ResNet-50) | 2017-06-07 |
| Low-shot Visual Recognition by Shrinking and Hallucinating Features | ✓ Link | 64.9 | SGM w/G (ResNet-50) | 2016-06-09 |